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医療ディープラーニング勉強会 AI最新技術Update会 9月

kamicup
September 02, 2020

医療ディープラーニング勉強会 AI最新技術Update会 9月

こちらの勉強会の資料です。
https://deeplearning-b.connpass.com/event/185233/

kamicup

September 02, 2020
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  1. ᶃϏοάόʔυ௕͍γʔέϯεͷͨΊͷτϥϯεϑΥʔϚʔ ݪจ#JH#JSE5SBOTGPSNFSTGPS-POHFS4FRVFODFT  IUUQBSYJWPSHBCTW #&35ͷΑ͏ͳτϥϯεϑΥʔϚʔϕʔεͷϞσϧ͸ɺ/-1ͷͨΊͷ࠷΋੒ޭͨ͠ਂ૚ֶशϞσϧͷҰͭͰ͋Δɻ ͔͠͠ɺ࢒೦ͳ͜ͱʹɺͦͷίΞͱͳΔ੍ݶͷҰͭ͸ɺ׬શ஫ҙϝΧχζϜͷͨΊʹɺγʔέϯεͷ௕͞ʹର͢Δ ೋ࣍ґଘੑʢओʹϝϞϦͷ఺Ͱʣ͕͋Δ͜ͱͰ͢ɻ͜ΕΛվળ͢ΔͨΊʹɺզʑ͸ɺ͜ͷೋ࣍ґଘੑΛઢܗʹݮΒ ͢εύʔεͳ஫ҙϝΧχζϜͰ͋Δ#JH#JSEΛఏҊ͢Δɻզʑ͸ɺ#JH#JSE͕γʔέϯεؔ਺ͷීวతͳۙࣅثͰ͋ Γɺ5VSJOH׬શͰ͋Δ͜ͱΛࣔ͠ɺͦΕʹΑͬͯɺೋ࣍తͳ׬શ஫ҙϞσϧͷ͜ΕΒͷಛੑΛҡ࣋͢Δ͜ͱΛࣔ͠ ·͢ɻͦͷաఔͰɺզʑͷཧ࿦෼ੳ͸ɺૄͳ஫ҙϝΧχζϜͷҰ෦ͱͯ͠ɺγʔέϯεશମʹ஫ҙΛ෷͏0

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  25. Visual Chirality Zhiqiu Lin1 Jin Sun1,2 Abe Davis1,2 Noah Snavely1,2

    Cornell University1 Cornell Tech2 Abstract How can we tell whether an image has been mirrored? While we understand the geometry of mirror reflections very well, less has been said about how it affects distributions of imagery at scale, despite widespread use for data augmenta- tion in computer vision. In this paper, we investigate how the statistics of visual data are changed by reflection. We refer to these changes as “visual chirality,” after the concept of geo- metric chirality—the notion of objects that are distinct from their mirror image. Our analysis of visual chirality reveals surprising results, including low-level chiral signals pervad- ing imagery stemming from image processing in cameras, to the ability to discover visual chirality in images of people and faces. Our work has implications for data augmentation, self-supervised learning, and image forensics. 1. Introduction “...there’s a room you can see through the glass—that’s just the same as our drawing room, only the things go the other way.” — Lewis Carroll, “Alice’s Adventures in Wonderland & Through the Looking-Glass” There is a rich history of lore involving reflections. From the stories of Perseus and Narcissus in ancient Greek mythol- ogy to the adventures of Lewis Carroll’s Alice and J.K. Rowl- (a) (b) (c) Figure 1. Which images have been mirrored? Our goal is to understand how distributions of natural images differ from their reflections. Each of the images here appears plausible, but some subset have actually been flipped horizontally. Figuring out which can be a challenging task even for humans. Can you tell which are flipped? Answers are in Figure 2. less about how it changes what we learn from that data—this, despite widespread use of image reflection (e.g., mirror-flips) for data augmentation in computer vision. This paper is guided by a very simple question: How do the visual statistics of our world change when it is reflected? One can understand some aspects of this question by con- sidering the images in Figure 1. For individual objects, this question is closely related to the concept of chirality [12]. An object is said to be chiral if it cannot be rotated and translated into alignment with its own reflection, and achiral otherwise.1 Put differently, we can think of chiral objects as being fundamentally changed by reflection—these are :2006.09512v1 [cs.CV] 16 Jun 2020
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    w ཧ࿦తʹ΋ܦݧతʹ΋ɺҰൠతͳը૾ॲཧͷ ࠟ੻ʹΑΔϩʔϨϕϧͷख͕͔Γ͕༗Δ͜ͱ Λࣔ͢ɻ ͜ΕΒ͸σʔλ֦ு΍ࣗݾڭࢣֶश͓Αͼը૾ؑ ࣝʹ͓͍ͯ༗༻ͳ͕ࣔࠦ͋Δɻ
  27. Shirt collars Shirt pockets Faces Figure 5. Chiral clusters discovered

    in the Instagram dataset. Each row shows selected images from a single discovered cluster. Each image is shown with its corresponding CAM heatmap superimposed, where red regions are highly correlated with its true chirality. We discover a range of object-level chiral clusters, such as cellphones, watches, and shirts.